Prompt Reframing Skill

Restructure raw user prompts using a five-stage pipeline of comprehension, structuring, execution, verification, and delivery.

Updated Mar 29, 2026
One-click install
npx skills add https://github.com/dogooddesignco/prompt-skill --skill prompt-reframing-skill
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Prompt Reframing Skill
Source: https://github.com/dogooddesignco/prompt-skill/tree/main
Command: npx skills add https://github.com/dogooddesignco/prompt-skill --skill prompt-reframing-skill

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Most users write vague, unstructured prompts that fail to leverage the full capability of AI models, leading to generic, inaccurate, or incomplete outputs even for capable systems. Manually tweaking prompts to get good results is time-consuming and requires specialized knowledge of prompt engineering best practices that most users don't have.

Core Features & Use Cases

  • Automatic Prompt Reframing: Internally restructures user prompts using evidence-based prompt engineering techniques without altering the user's original request.
  • Task-Type Optimization: Classifies the user's request into task categories (code generation, analysis, creative writing, etc.) and applies the most effective techniques for that specific task type.
  • Built-In Quality Guardrails: Includes anti-pattern avoidance, multi-stage verification, and ambiguity detection to reduce errors and ensure outputs align with user intent.
  • Use Case: If a user asks for a comparison of cloud providers, the skill automatically applies structured thinking and contrast pair techniques to produce a balanced, tabular analysis instead of a generic narrative summary.

Quick Start

Submit any non-trivial request to the AI, and the prompt reframing skill will automatically optimize your prompt behind the scenes to produce higher-quality, more accurate outputs without any extra work from you.

Frequently Asked Questions about Prompt Reframing Skill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I optimize AI prompts automatically for better outputs?

To optimize AI prompts automatically, this skill applies a 5-stage pipeline of comprehension, structuring, execution, verification, and delivery to eliminate ambiguity and maximize output quality without altering your original request.

What is prompt reframing and how does it improve task classification?

Prompt reframing is an automatic restructuring process that classifies user requests into task categories like code generation or analysis, applying evidence-based prompt engineering techniques specific to that task type to ensure accurate, structured outputs.

How do I fix vague prompts causing generic AI outputs without manual tweaking?

To fix vague prompts causing generic AI outputs, the skill implements built-in quality guardrails including anti-pattern avoidance, multi-stage verification, and ambiguity detection to reduce errors and align outputs with user intent.

Does this prompt optimization skill work for creative writing and document comprehension?

Yes, prompt optimization works for creative writing and document comprehension by applying task-type specific techniques, such as using structured thinking and contrast pair techniques for analysis tasks to produce balanced results instead of generic narratives.

What are the limitations of automatic prompt structuring for AI outputs?

Automatic prompt structuring is limited to non-trivial task types including factual queries, code generation, creative writing, analysis, planning, and document comprehension, and relies on a 5-stage pipeline that may not benefit simple or highly specific single-word requests.